An Image dehazing approach based on the airlight field estimation

05/06/2018
by   Moshe Y. Vardi, et al.
0

This paper proposes a scheme for single image haze removal based on the airlight field (ALF) estimation. Conventional image dehazing methods which are based on a physical model generally take the global atmospheric light as a constant. However, the constant-airlight assumption may be unsuitable for images with large sky regions, which causes unacceptable brightness imbalance and color distortion in recovery images. This paper models the atmospheric light as a field function, and presents a maximum a-priori (MAP) method for jointly estimating the airlight field, the transmission rate and the haze free image. We also introduce a valid haze-level prior for effective estimate of transmission. Evaluation on real world images shows that the proposed approach outperforms existing methods in single image dehazing, especially when the large sky region is included.

READ FULL TEXT

page 2

page 3

page 5

page 6

page 7

page 8

research
08/02/2017

Joint Transmission Map Estimation and Dehazing using Deep Networks

Single image haze removal is an extremely challenging problem due to its...
research
07/10/2020

Single Image Dehazing Algorithm Based on Sky Region Segmentation

In this paper a hybrid image defogging approach based on region segmenta...
research
01/25/2018

C2MSNet: A Novel approach for single image haze removal

Degradation of image quality due to the presence of haze is a very commo...
research
08/26/2018

Single Image Dehazing Based on Generic Regularity

This paper proposes a novel technique for single image dehazing. Most of...
research
08/04/2020

Transmission Map and Atmospheric Light Guided Iterative Updater Network for Single Image Dehazing

Hazy images obscure content visibility and hinder several subsequent com...
research
06/22/2019

Deep Single Image Deraining Via Estimating Transmission and Atmospheric Light in rainy Scenes

Rain removal in images/videos is still an important task in computer vis...
research
04/18/2019

Fast Single Image Dehazing via Multilevel Wavelet Transform based Optimization

The quality of images captured in outdoor environments can be affected b...

Please sign up or login with your details

Forgot password? Click here to reset